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DR MUHAMMAD TAUSEEF JAVED
Disability Adjusted Life Years (DALYs) and the Traffic-Related Burden of Disease in California
DR MUHAMMAD TAUSEEF JAVED
MBBS.DPH.FCPS(CM)M.Phil(CM).Dip-Card
DR MUHAMMAD TAUSEEF JAVED
Quick Outline
• Background – Summary measures of health– Disability Adjusted Life Years (DALYs)– DALYs & the Global Burden of Disease study– Relevance for the Traffic Safety Center
• Methodology• Results• Conclusions• Future Directions
DR MUHAMMAD TAUSEEF JAVED
Measures of Population Health:
Mortality and Morbidity Measures # deaths, death rate, # injured, # head
injuries, # severe injuries, rate of injuries, #
hospitalizations
Summary Measures Aggregate mortality and morbidity into a
single measure
# years healthy life lost (DALYs, QALYs)
DR MUHAMMAD TAUSEEF JAVED
Summary Measures of Population Health: Why use them?
• Compare the health of one population with another• Analyze the benefits of health interventions for use
in cost-effectiveness analysis• Identify and quantify overall health inequalities
within populations• Informing debates on health policy• Monitor changes in the health of a given population• Attribute burden from risk factors
[WHO – Summary Measures of Population Health, 2002]
DR MUHAMMAD TAUSEEF JAVED
Disability Adjusted Life Years (DALYs)
• Measures healthy time lost from specific diseases and injuries in a population
• Comparable and additive across diseases Ex: Broken scapula = .5 DALYs lost
Protein deficiency = 2 DALYs lost
• Based on relatively accessible incidence data (ICD codes)
DR MUHAMMAD TAUSEEF JAVED
DALY Calculation (the easiest way)
Years of lost life (YLLs)
Inputs• Life expectancy at age of
death• Age at death
Years lost to disability (YLDs)
Inputs• Duration of disease/injury• Disability weight of
disease/injury• % long-term cases
+
DR MUHAMMAD TAUSEEF JAVED
DALY Calculation: an example
1 family dies– 10 year old girl– 8 year old boy– 38 year old mother– 42 year old father
YLLs from deaths– 70 year life expectancy– 73 year life expectancy– 46 year life expectancy– 33 year life expectancy
222 YLLs
2 people injured– 45 y/o woman – SCI– 55 y/o man – fractured rib
YLDs from injuries- Duration (36 year LE) *
Disability Wt (.725) = 26 YLDs- Duration (.115 years) * Disability
Wt (.199) = 0.02 YLDs
A Two-Car Collision
26.02 YLDs+ = 248.02 YLDs
DR MUHAMMAD TAUSEEF JAVED
DALY Calculations: Adjustments• Designed to allow tailoring to local social values
and specific applications for the DALYs• Age-weighting – weights the life of a 21 year-old
(for instance) more heavily than other ages according to societal preferences.
• Discounting – commonly used in economic analyses, recommended for DALYs if using the outcome measure in such analyses
• Caused much contention • DALYs can be calculated without such
adjustments
DR MUHAMMAD TAUSEEF JAVED
DALYs and the Global Burden of Disease
• WHO/World Bank Global Burden of Disease study outlined methodology for DALYs
• First attempt at a comprehensive picture of global health• Ranked diseases according to the number of DALYs • Projected rankings to 2020
• Quick results– Ranked 9th in cause of total DALYs in the world
in 1990– Still ranked 9th in 2000 estimates – Predicted to be ranked 3rd in 2020
DR MUHAMMAD TAUSEEF JAVED
DALYs and the Traffic-Related Burden of Disease in California
• DALYs as a measure of traffic-related outcomes in California– Different than that captured by mortality or injury
alone?• Characterize the traffic-related burden of disease
in more detail for age, gender, and ethnicity– By occupant, pedestrian, bicyclist, etc.
• Construct a database of traffic-related DALYs for California for use in comparisons to global, regional, state, and city trends.
DR MUHAMMAD TAUSEEF JAVED
Methods: Case Definitions
• GBD case definition for injury: “One that leads immediately to death or that is non-fatal
but severe enough to warrant hospital treatment.”
• “Road Traffic Accidents” category based on the E-codes on hospital discharge– CDC and the GBD recommendations do not entirely
coincide
• Each injury type has a specified disability weight, duration, % long-term cases in the GBD
DR MUHAMMAD TAUSEEF JAVED
Methods: DALY Calculation Data Sources
MortalityCA Vital Statistics
EPIC database
+ Age- and sex- specific deaths listed by ethnicity and county
+/- ICD-10 coding for 1999 and later
Morbidity OSHPD hospital
discharge dataEPIC database
+ Age- & sex-specific injuries by ethnicity and county
+ Injury by E-code and nature of injury codes
+/- ICD-9 coding-- Need individual level
data-- Coverage?
DR MUHAMMAD TAUSEEF JAVED
Methods: DALY calculationsYLLs and YLDs
• Ethnicity, gender, age by External injury category (Motor vehicle Occupant, Pedestrian, Motorcyclist, or Bicyclist)
• Using highest world life expectancy and 3% discount rate
• YLL calculation• YLDs – calculated for each type of injury and
body part injured by age, gender, and ethnicityEx: Amputation of upper limb for 50-55 y/o Asian males = x YLDs
DR MUHAMMAD TAUSEEF JAVED
Methods: DALY calculationsComparison Measures
• Sum YLLs and YLDs for population = DALYs• Calculate the # of deaths and the # of injuries for
same categories from same data• Test rank-order for DALYs, deaths, injuries,
others?• Compare rates to global, regional, national, city
(San Francisco, Los Angeles) DALY rates.
DR MUHAMMAD TAUSEEF JAVED
Results?
• Not much yet.• Gender and age DALY calculations by injury
category is complete (as of yesterday)• YLLs by ethnicity are complete while YLDs
are still being calculated
DR MUHAMMAD TAUSEEF JAVED
Preliminary Results: Gender
• Consistency of the distribution of total traffic-related burden between genders ~70%
California DALYs – 71% male
Regional DALYs – 70% male
World DALYs – 70% male
California deaths – 69% male
California injuries – 62% male
DR MUHAMMAD TAUSEEF JAVED
Preliminary Results: Ethnicity
FemalesGBD YLL
ratesCDC YLL
rates
Death Rate per 100,000 Males
GBD YLL rates
CDC YLL rates
Death Rate per 100,000
White 144 119 6 White 328 274 15Native American281 182 6 Native American302 201 13Hispanic 168 146 5 Hispanic 482 392 14Black 143 123 8 Black 387 349 8Asian 117 95 5 Asian 231 212 9
TotalsGBD
YLL ratesCDC YLL
rates
Death Rate per 100,000
White 472 393 10Native American 583 383 10Hispanic 650 537 10Black 531 473 8Asian 348 307 7
YLLs
DR MUHAMMAD TAUSEEF JAVED
Conclusions thus far…
• The epi data necessary for YLD calculation is limited.– Primary diagnosis may not be the most severe
injury underestimation• Traffic-related DALYs are largely
composed of the YLL (deaths)• Future analyses will be more challenging
with HIPPA system in place
DR MUHAMMAD TAUSEEF JAVED
Future directions…
• By how much can the burden be reduced? How low can we feasibly get it?
• How much of the burden is attributable to lack of restraint-use? How much could we reduce the burden if we increase seatbelt use by 5%? Would we get more DALYs if we decrease alcohol-related burden by 5%?